1 code implementation • 16 Feb 2024 • Usha Bhalla, Alex Oesterling, Suraj Srinivas, Flavio P. Calmon, Himabindu Lakkaraju
CLIP embeddings have demonstrated remarkable performance across a wide range of computer vision tasks.
1 code implementation • NeurIPS 2023 • Usha Bhalla, Suraj Srinivas, Himabindu Lakkaraju
This strategy naturally combines the ease of use of post hoc explanations with the faithfulness of inherently interpretable models.
1 code implementation • 31 Mar 2022 • Tian Yun, Usha Bhalla, Ellie Pavlick, Chen Sun
CompMap first asks a VL model to generate primitive concept activations with text prompts, and then learns to construct a composition model that maps the primitive concept activations (e. g. the likelihood of black tail or red wing) to composite concepts (e. g. a red-winged blackbird).